Autonomous early detection of eye disease in childhood photographs.

The "red reflex test" is used to screen children for leukocoria ("white eye") in a standard pediatric examination, but is ineffective at detecting many eye disorders. Leukocoria also presents in casual photographs. The clinical utility of screening photographs for leukocoria is unreported.

Detection of leukocoria using a soft fusion of expert classifiers under non-clinical settings.

Background: Leukocoria is defined as a white reflection and its manifestation is symptomatic of several ocular pathologies, including retinoblastoma (Rb). Early detection of recurrent leukocoria is critical for improved patient outcomes and can be accomplished via the examination of recreational photography. To date, there exists a paucity of methods to automate leukocoria detection within such a dataset.